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How Top Brands Are Shifting From Platform Inflation to Real Revenue Impact.

AI-native, causal measurement is replacing platform-reported ROAS with proven revenue impact and reshaping how CFOs and CMOs make decisions together. This report provides an honest, data-grounded view of where measurement stands today, and where it is headed.

Annual Causal Measurement Report

No single methodology answers every question. The industry has converged on a signature framework.

Marketing Mix Modeling (MMM)

Measures the incremental contribution of every channel, including offline, brand, and competitor effects, using aggregate data. No user-level tracking required.

Incrementality Testing

Controlled geo-holdout experiments measure the true causal impact of specific channels. Validates MMM outputs with experimental proof.

Calibrated Attribution

Daily and weekly campaign optimization anchored to MMM and incrementality data, ensuring attribution becomes reliable rather than arbitrary.

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